> ## Site index > Fetch the complete index of this site at: https://www.tharamcp.com/llms.txt > Use it to discover every available page before exploring further. # Thara — Your Business Data, Ready for AI | Thara URL: https://www.tharamcp.com/en Thara connects, prepares, and governs your business systems — ERP, accounting, POS, HR, inventory, or custom apps — to AI without replacing legacy software. Read-only, auditable, and RBAC-governed. Every system you've run for decades has recorded everything — but the data has never truly been analyzed. Thara lets it all flow into the world of AI. Ask your own questions. Build your own reports. Let leading AI minds analyze your business every day — from monthly reports to realtime insight. This isn't a DIY project — Thara is a service built from real, hands-on experience running AI transformation for 20+ companies across industries. We've already done the thinking. It's a genuine shortcut to AI transformation, not another initiative waiting on your internal team's bandwidth. - companies across industries, hands-on: 20+ ## Real numbers from systems in production. Counted from live deployments, as of 2026-09-01 — not estimates. - Systems connected live: 21 - MCP tools built: 544 - Group companies connected: 20 - Properties connected live: 10 Your Business Data Ready for AI How Thara connects your systems to any AI, safely. Thara connects, prepares, and governs your business data so your team can query, analyze, and trigger tools through AI within agreed scopes. Deployable on-premise or on cloud with Local LLM options. Keep your existing systems running normally while accessing operational data through audited, role-gated controls. Your existing systems Thara MCP Any AI Schedule System Discovery Explore Architecture & Scope ## Trust Strip - Read-only by design - Role-based access - Full audit trail ## Before Items - Waiting weeks for new custom reports or static dashboards - Siloed data locked across separate legacy software - Difficult to audit and control granular data access permissions ## With Items - Instant operational answers and analysis within assigned permissions - Unified cross-system context via Model Context Protocol (MCP) - Strict Role-Based Access Control (RBAC) and auditable event logging ## Enterprise-Grade Infrastructure Built for security, compliance, and connectivity across every system you run. ### Universal Connector Connects to SQL databases, REST APIs, and file exports from ERP, accounting, POS, PMS, HR, procurement, inventory, or anything custom-built, regardless of vintage. ### Bring Your Own AI Compatible with Claude, ChatGPT, Gemini, or self-hosted models — no vendor lock-in, no forced platform switch. Fully local, on-premise models are supported too: if you have the hardware, your data never has to leave your infrastructure. ### Discovery Agent Automated discovery agent maps your data landscape without requiring manual documentation. ### Read-Only & Auditable Strictly read-only access, PDPA-compliant audit logging, and comprehensive query tracking across every interaction. ## Our Technologies The engineering underneath the promise — not marketing language, the actual architecture. ### Hash-Chained Audit Trail Every audit entry is hash-chained, and an export carries a Merkle root you can recompute yourself from your own copy. That makes changes detectable by anyone holding an earlier export — it is tamper-evident, not tamper-proof: the chain is keyless and unanchored, so the installation owner can recompute it. We say so rather than implying a guarantee no on-premise log can make. ### Deterministic Reconciliation Engine N-way triangulation across multiple sources (sales systems, operational systems, GL) with confidence scoring — built for accounting across multiple branches and legal entities: period close, multi-currency revaluation, deferred revenue, and inventory stock-count variance. ### PDPA & Data Sovereignty by Design Subject-rights handling, breach operations, and compliance registries are built into the platform architecture, not bolted on after the fact. ### Universal Adapter Framework A pluggable adapter engine is what actually lets Thara connect to a direct database, a CSV export, or a REST API through the same contract. FLAGSHIP DEPLOYMENT Leading Thai hospitality and leisure group with a portfolio spanning hotels, golf, and F&B operations. Live in production, connecting every property through a single natural-language interface. ## Project Engagement Process From initial discovery and scoping to rigorous UAT and governed handover. ### Discovery & NDA Explore business requirements, execute an NDA, and map data readiness without sending credentials upfront. ### Connect & Govern Build read-only MCP tools, apply role-based access control, and configure endpoint-level PII masking. ### UAT & Handover Validate data accuracy jointly, complete handover documentation, and maintain through the Golden Period. info@tharamcp.com Consultant-grade analysis, at a price a mid-sized business can actually pay A business turning over 20 million baht a year cannot hire a top-tier firm to audit its finances — those engagements start in the millions of baht. Once your data is connected to Thara, you can have the best AI on the market do that work every day instead. ## Work that used to need an engagement Walk the accounts, find where cost is leaking, compare performance across branches, flag the trend you should worry about before it's too late — every day, without waiting for a reporting cycle or a consultant's calendar. ## What the cost becomes An individual AI plan from a major provider runs roughly 600–700 baht a month. What you pay Thara is connectivity plus the service fee for your plan — not a seven-figure project fee. ## The line we don't cross AI does not replace an auditor or an advisor who must sign off on financial statements under law. But for checking your own business's health and getting an answer before you decide, you no longer wait on anyone. Read the FAQ on this